She sat across from Chloe, at a table strewn with takeout containers. Chloe was laughing, recounting the story of their backpacking trip through Europe. Her version of events was a sun-drenched, carefree montage of laughter and adventure. A knot formed in Sarah's throat.

“You make it sound like it was all sunshine and roses,” Sarah said, her voice flat. Chloe’s smile faltered, her perfectly painted eyebrows drawing together.

Sarah remembered the constant rain, the exhaustion, the arguments about money. She remembered the near-miss with the train, the crippling fear. It was a trip of endurance, not enjoyment. Her hands tightened into fists.

“I’m pretty sure I spent half the time crying,” Sarah added, her voice barely a whisper. Chloe looked away, fiddling with a stray noodle.

Sarah felt a surge of energy, a sudden impulse to shatter the carefully constructed narrative Chloe was maintaining. She wouldn't let the truth be erased. She stood up abruptly.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385